The request is for a Recommender API, and the product named in the sources is Google's Recommender API, which provides usage recommendations and insights for Google Cloud products and resources 7. Since it is a recommender service on Google Cloud, its own API is the direct answer; other candidates below offer recommendation capabilities through different means.
- 1
Google Recommender APIgoogleapis.comverified and signed
Provides recommendations for Google Cloud services and their resources, exposed via recommender.*.recommendations.get calls 7.
official:API · Recommender API
for agents: recommender.organizations.locations.recommenders.recommendations.get · recommender.folders.locations.recommenders.recommendations.get · recommender.billingAccounts.locations.recommenders.recommendations.get
- 2
NVIDIA cuOpt REST servernvidia.comverified and signed
Deploys and calls a cuOpt REST server with Python and curl client examples, with a Recommender Systems task category in its indexed actions 1.
official:MCP server · NVIDIA CUDA Docs+84 community tools built for it
for agents: recommender-systems · recommendation · cuopt-server-api-python
- 3
Hugging Face Inference APIhuggingface.coverified and signed
Provides access to 45,000+ models via inference providers, and a Python SDK (huggingface-hub) for building ML recommendation workflows 5.
official:MCP server · @huggingface/mcp-clientSDK · huggingface-hubCLI · text-embeddings-inferencerepository · pwc-cliskill · hf-cli+23 community tools built for it
for agents: huggingface-inference-api · huggingface-inference-api-typescript · huggingface-tool-builder
- 4
LangChainlangchain.comverified and signed
Open agent engineering platform for building AI agents and integrating language models, which can be used to assemble recommendation logic 6.
+163 community tools built for it
for agents: langchain · list_prompts · get_item
Sources
- 1Brev.dev Consolebrev.nvidia.com · read 2026-10-29
- 5Hugging Face – The AI community building the future.huggingface.co · read 2026-10-29
- 6LangChain: the open agent platform to own your intelligencelangchain.com · read 2026-10-29
- 7Recommender documentation | Google Cloud Documentationdocs.cloud.google.com · read 2026-10-29
For agents: the 10 actions behind this answer
recommender-systems · Kumo Relational Foundation Model (NIM) verified and signed
Task: Recommender Systems
model-recommendation · model-recommendation verified and signed
Analyze chatmode or prompt files and recommend optimal AI models based on task complexity, required capabilities, and cost-efficiency
lisa_get_api_reference · lisa found in code, not yet checked
Look up a LISA class, decorator, function, or tool and return its signature, docstring, and usage example.
api · aws-xray-sdk-core verified and signed
huggingface-inference-api · @huggingface/inference verified and signed
langchain · Docs by LangChain verified and signed
Use when building AI agents, integrating language models with
recommender.organizations.locations.recommenders.recommendations.get · Recommender API verified and signed
Gets the requested recommendation.
benchmarkThroughput · incubator-resilientdb found in code, not yet checked
Benchmark system throughput by sending a batch of transactions via HTTP REST API (key-value operations). Returns metrics including TPS (transactions per second), latency statistics (min/avg/max), success rate, and duration. Useful for performance testing and capacity planning.
GET /api-keys · Resend verified and signed
Retrieve a list of API keys
prometheus · prometheus-client verified and signed
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.